{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0621d303",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scvelo as scv\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "43f87302",
   "metadata": {},
   "outputs": [],
   "source": [
    "#load annotations\n",
    "df = pd.read_csv(\"nsclc_manual_annotation_label.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5d7556c7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSCL_NR001_SNSEQ_3P_NI_BRAIN_GEX/velocyto/NSCL_NR001_SNSEQ_3P_NI_BRAIN_GEX.loom\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSCL_NR001_SNSEQ_5P_WI_BRAIN_GEX/velocyto/NSCL_NR001_SNSEQ_5P_WI_BRAIN_GEX.loom\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSCL_NR001_SNSEQ_5P_NI_BRAIN_GEX/velocyto/NSCL_NR001_SNSEQ_5P_NI_BRAIN_GEX.loom\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSCL_NR001_SCRNA_5P_NA_BRAIN_GEX/velocyto/NSCL_NR001_SCRNA_5P_NA_BRAIN_GEX.loom\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSCL_NR001_SNSEQ_3P_WI_BRAIN_GEX/velocyto/NSCL_NR001_SNSEQ_3P_WI_BRAIN_GEX.loom\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSCL-NR001-5pv2-snseq/velocyto/NSCL-NR001-5pv2-snseq.loom\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#load splicing data (for each of NSCLC samples)\n",
    "folds = os.listdir()\n",
    "for i in folds:\n",
    "    if \"NSCL\" in i:\n",
    "        file = i+\"/velocyto/\"+os.listdir(i+\"/velocyto\")[0]\n",
    "        print(file)\n",
    "        make_proportions(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "54154412",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_proportions(file):\n",
    "    #read splicing fractions file and plot proportions\n",
    "    \n",
    "    ad = scv.read(file)\n",
    "\n",
    "    barcodes = [i.split(\"-\")[0] for i in df[\"barcode\"]]\n",
    "    \n",
    "    #categorize by celltype annotation\n",
    "    keep = []\n",
    "    label = []\n",
    "    for i in range(len(ad.obs_names)):\n",
    "        tmp=ad.obs_names[i].split(\":\")[1][:-1]\n",
    "        if tmp in barcodes:\n",
    "            keep.append(i)\n",
    "            label.append(df[\"manual_annotation_label\"][barcodes.index(tmp)])\n",
    "\n",
    "    ad = ad[keep,:]\n",
    "    ad.obs[\"label\"] = pd.Categorical(label)\n",
    "    \n",
    "    scv.pl.proportions(ad,groupby=\"label\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3895aea",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
